this post was submitted on 08 Sep 2024
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AI
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Artificial intelligence (AI) is intelligence demonstrated by machines, unlike the natural intelligence displayed by humans and animals, which involves consciousness and emotionality. The distinction between the former and the latter categories is often revealed by the acronym chosen.
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The critical thing to remember about LLMs is that they are probabilistic in nature. They don't know facts, they don't reason, they don't evaluate. All they do is take your input string, split that string into tokens that are about 3-4 characters long, and then go back into their vast, vast, pretrained database and say "I have this series of tokens. In the past when similar sets of tokens were given, what were the tokens that were most likely to be associated with them?" It will then construct the output string one token at-a-time (more sophisticated models can do multiple tokens at once so that words, phrases and sentences might hang together better) until the output is complete (the probability of the next token being relevant drops below some threshold value) or your output limit is reached.